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Author

Zhenhua Duan

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Open access 2026

A multi-objective optimization design framework for ultra-high performance concrete based on stacking ensemble learning

Ultra-high performance concrete (UHPC), an advanced cementitious composite characterized by superior mechanical properties and durability, requires multi-objective collaborative optimization in mix proportion design to facilitate its large-scale engineering applications. To address this challenge, this study proposes a...

Wei Zhang, Chao Liu, Yi-Zhou Yao et al. · 0 citations

Comparative and Interpretable Machine Learning for Fly Ash Geopolymer Strength: Prediction, Validation and Optimization

An interpretable machine learning framework integrating Extreme Gradient Boosting with Shapley Additive Explanations to predict the 28-day compressive strength of fly ash-based geopolymer concrete (FA-GPC) is developed and experimentally validates.

Xiaoshuang Shi, Hao-Xiang Hu, Zhenhua Duan et al. · 0 citations

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